Overview
Brought to you by YData
Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 369 |
| Missing cells | 233 |
| Missing cells (%) | 2.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 184.1 KiB |
| Average record size in memory | 511.0 B |
Variable types
| Text | 4 |
|---|---|
| Categorical | 2 |
| Numeric | 19 |
cost_of_living_index is highly overall correlated with cost_of_living_plus_rent_index and 11 other fields | High correlation |
cost_of_living_plus_rent_index is highly overall correlated with cost_of_living_index and 13 other fields | High correlation |
country_encoded is highly overall correlated with cost_of_living_index and 9 other fields | High correlation |
duration_years is highly overall correlated with level | High correlation |
exchange_rate is highly overall correlated with insurance_usd and 1 other fields | High correlation |
groceries_index is highly overall correlated with cost_of_living_index and 11 other fields | High correlation |
insurance_usd is highly overall correlated with cost_of_living_index and 9 other fields | High correlation |
level is highly overall correlated with duration_years | High correlation |
living_cost_index is highly overall correlated with cost_of_living_index and 8 other fields | High correlation |
local_purchasing_power_index is highly overall correlated with cost_of_living_index and 8 other fields | High correlation |
no_of_indian_students is highly overall correlated with cost_of_living_index and 9 other fields | High correlation |
overall_score is highly overall correlated with rent_usd | High correlation |
percentage is highly overall correlated with cost_of_living_index and 9 other fields | High correlation |
rank is highly overall correlated with cost_of_living_index and 11 other fields | High correlation |
rent_index is highly overall correlated with cost_of_living_index and 13 other fields | High correlation |
rent_usd is highly overall correlated with cost_of_living_index and 14 other fields | High correlation |
restaurant_price_index is highly overall correlated with cost_of_living_index and 9 other fields | High correlation |
total_cost is highly overall correlated with cost_of_living_plus_rent_index and 7 other fields | High correlation |
tuition_usd is highly overall correlated with cost_of_living_plus_rent_index and 7 other fields | High correlation |
visa_fee_usd is highly overall correlated with total_cost and 1 other fields | High correlation |
no_of_indian_students has 53 (14.4%) missing values | Missing |
percentage has 53 (14.4%) missing values | Missing |
country_encoded has 53 (14.4%) missing values | Missing |
overall_score has 74 (20.1%) missing values | Missing |
duration_years has 12 (3.3%) zeros | Zeros |
tuition_usd has 32 (8.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-24 06:38:51.672611 |
|---|---|
| Analysis finished | 2025-10-24 06:39:22.154171 |
| Duration | 30.48 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
country
Text
| Distinct | 55 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 21.0 KiB |
Length
| Max length | 14 |
|---|---|
| Median length | 12 |
| Mean length | 8.9512195 |
| Min length | 4 |
Unique
| Unique | 15 ? |
|---|---|
| Unique (%) | 4.1% |
Sample
| 1st row | United States |
|---|---|
| 2nd row | United Kingdom |
| 3rd row | Canada |
| 4th row | Germany |
| 5th row | Netherlands |
| Value | Count | Frequency (%) |
| united | 106 | |
| kingdom | 69 | |
| canada | 51 | 10.5% |
| states | 37 | 7.6% |
| australia | 28 | 5.8% |
| denmark | 11 | 2.3% |
| china | 10 | 2.1% |
| netherlands | 10 | 2.1% |
| japan | 10 | 2.1% |
| italy | 9 | 1.9% |
| Other values (50) | 143 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 445 | |
| n | 363 | 11.0% |
| i | 292 | 8.8% |
| d | 284 | 8.6% |
| e | 253 | 7.7% |
| t | 248 | 7.5% |
| r | 116 | 3.5% |
| 115 | 3.5% | |
| U | 107 | 3.2% |
| o | 107 | 3.2% |
| Other values (35) | 973 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3303 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 445 | |
| n | 363 | 11.0% |
| i | 292 | 8.8% |
| d | 284 | 8.6% |
| e | 253 | 7.7% |
| t | 248 | 7.5% |
| r | 116 | 3.5% |
| 115 | 3.5% | |
| U | 107 | 3.2% |
| o | 107 | 3.2% |
| Other values (35) | 973 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3303 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 445 | |
| n | 363 | 11.0% |
| i | 292 | 8.8% |
| d | 284 | 8.6% |
| e | 253 | 7.7% |
| t | 248 | 7.5% |
| r | 116 | 3.5% |
| 115 | 3.5% | |
| U | 107 | 3.2% |
| o | 107 | 3.2% |
| Other values (35) | 973 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3303 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 445 | |
| n | 363 | 11.0% |
| i | 292 | 8.8% |
| d | 284 | 8.6% |
| e | 253 | 7.7% |
| t | 248 | 7.5% |
| r | 116 | 3.5% |
| 115 | 3.5% | |
| U | 107 | 3.2% |
| o | 107 | 3.2% |
| Other values (35) | 973 |
city
Text
| Distinct | 227 |
|---|---|
| Distinct (%) | 61.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.5 KiB |
Length
| Max length | 16 |
|---|---|
| Median length | 14 |
| Mean length | 7.498645 |
| Min length | 4 |
Unique
| Unique | 157 ? |
|---|---|
| Unique (%) | 42.5% |
Sample
| 1st row | Cambridge |
|---|---|
| 2nd row | London |
| 3rd row | Toronto |
| 4th row | Munich |
| 5th row | Amsterdam |
| Value | Count | Frequency (%) |
| london | 8 | 2.0% |
| seattle | 6 | 1.5% |
| melbourne | 6 | 1.5% |
| leeds | 5 | 1.3% |
| wollongong | 5 | 1.3% |
| gold | 5 | 1.3% |
| coast | 5 | 1.3% |
| hobart | 5 | 1.3% |
| oxford | 5 | 1.3% |
| toronto | 4 | 1.0% |
| Other values (234) | 342 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 284 | 10.3% |
| o | 245 | 8.9% |
| e | 230 | 8.3% |
| n | 225 | 8.1% |
| r | 176 | 6.4% |
| i | 151 | 5.5% |
| l | 139 | 5.0% |
| t | 138 | 5.0% |
| s | 102 | 3.7% |
| g | 92 | 3.3% |
| Other values (44) | 985 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2767 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 284 | 10.3% |
| o | 245 | 8.9% |
| e | 230 | 8.3% |
| n | 225 | 8.1% |
| r | 176 | 6.4% |
| i | 151 | 5.5% |
| l | 139 | 5.0% |
| t | 138 | 5.0% |
| s | 102 | 3.7% |
| g | 92 | 3.3% |
| Other values (44) | 985 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2767 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 284 | 10.3% |
| o | 245 | 8.9% |
| e | 230 | 8.3% |
| n | 225 | 8.1% |
| r | 176 | 6.4% |
| i | 151 | 5.5% |
| l | 139 | 5.0% |
| t | 138 | 5.0% |
| s | 102 | 3.7% |
| g | 92 | 3.3% |
| Other values (44) | 985 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2767 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 284 | 10.3% |
| o | 245 | 8.9% |
| e | 230 | 8.3% |
| n | 225 | 8.1% |
| r | 176 | 6.4% |
| i | 151 | 5.5% |
| l | 139 | 5.0% |
| t | 138 | 5.0% |
| s | 102 | 3.7% |
| g | 92 | 3.3% |
| Other values (44) | 985 |
university
Text
| Distinct | 228 |
|---|---|
| Distinct (%) | 61.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 25.6 KiB |
Length
| Max length | 32 |
|---|---|
| Median length | 28 |
| Mean length | 21.257453 |
| Min length | 4 |
Unique
| Unique | 151 ? |
|---|---|
| Unique (%) | 40.9% |
Sample
| 1st row | Harvard University |
|---|---|
| 2nd row | Imperial College London |
| 3rd row | University of Toronto |
| 4th row | Technical University of Munich |
| 5th row | University of Amsterdam |
| Value | Count | Frequency (%) |
| university | 339 | |
| of | 195 | |
| de | 12 | 1.2% |
| universidad | 10 | 1.0% |
| london | 7 | 0.7% |
| technology | 7 | 0.7% |
| columbia | 7 | 0.7% |
| washington | 6 | 0.6% |
| state | 6 | 0.6% |
| college | 6 | 0.6% |
| Other values (262) | 425 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 910 | 11.6% |
| 651 | 8.3% | |
| e | 635 | 8.1% |
| n | 629 | 8.0% |
| r | 542 | 6.9% |
| t | 511 | 6.5% |
| s | 478 | 6.1% |
| o | 461 | 5.9% |
| y | 376 | 4.8% |
| v | 374 | 4.8% |
| Other values (49) | 2277 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7844 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 910 | 11.6% |
| 651 | 8.3% | |
| e | 635 | 8.1% |
| n | 629 | 8.0% |
| r | 542 | 6.9% |
| t | 511 | 6.5% |
| s | 478 | 6.1% |
| o | 461 | 5.9% |
| y | 376 | 4.8% |
| v | 374 | 4.8% |
| Other values (49) | 2277 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7844 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 910 | 11.6% |
| 651 | 8.3% | |
| e | 635 | 8.1% |
| n | 629 | 8.0% |
| r | 542 | 6.9% |
| t | 511 | 6.5% |
| s | 478 | 6.1% |
| o | 461 | 5.9% |
| y | 376 | 4.8% |
| v | 374 | 4.8% |
| Other values (49) | 2277 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7844 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 910 | 11.6% |
| 651 | 8.3% | |
| e | 635 | 8.1% |
| n | 629 | 8.0% |
| r | 542 | 6.9% |
| t | 511 | 6.5% |
| s | 478 | 6.1% |
| o | 461 | 5.9% |
| y | 376 | 4.8% |
| v | 374 | 4.8% |
| Other values (49) | 2277 |
program
Categorical
| Distinct | 43 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 23.7 KiB |
| Computer Science | |
|---|---|
| Data Science | |
| Computer Engineering | |
| Software Engineering | |
| Information Systems | |
| Other values (38) |
Length
| Max length | 23 |
|---|---|
| Median length | 22 |
| Mean length | 16.355014 |
| Min length | 6 |
Unique
| Unique | 23 ? |
|---|---|
| Unique (%) | 6.2% |
Sample
| 1st row | Computer Science |
|---|---|
| 2nd row | Data Science |
| 3rd row | Business Analytics |
| 4th row | Mechanical Engineering |
| 5th row | Artificial Intelligence |
Common Values
| Value | Count | Frequency (%) |
| Computer Science | 151 | |
| Data Science | 41 | 11.1% |
| Computer Engineering | 22 | 6.0% |
| Software Engineering | 21 | 5.7% |
| Information Systems | 19 | 5.1% |
| Artificial Intelligence | 16 | 4.3% |
| Data Analytics | 16 | 4.3% |
| Information Technology | 10 | 2.7% |
| Software Development | 9 | 2.4% |
| Data Engineering | 8 | 2.2% |
| Other values (33) | 56 | 15.2% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| science | 201 | |
| computer | 173 | |
| data | 65 | 9.2% |
| engineering | 59 | 8.3% |
| software | 31 | 4.4% |
| information | 30 | 4.2% |
| systems | 21 | 3.0% |
| analytics | 18 | 2.5% |
| artificial | 16 | 2.3% |
| intelligence | 16 | 2.3% |
| Other values (32) | 77 | 10.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 878 | |
| n | 550 | 9.1% |
| c | 507 | 8.4% |
| i | 490 | 8.1% |
| t | 421 | 7.0% |
| 338 | 5.6% | |
| r | 331 | 5.5% |
| o | 330 | 5.5% |
| a | 261 | 4.3% |
| m | 260 | 4.3% |
| Other values (27) | 1669 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6035 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 878 | |
| n | 550 | 9.1% |
| c | 507 | 8.4% |
| i | 490 | 8.1% |
| t | 421 | 7.0% |
| 338 | 5.6% | |
| r | 331 | 5.5% |
| o | 330 | 5.5% |
| a | 261 | 4.3% |
| m | 260 | 4.3% |
| Other values (27) | 1669 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6035 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 878 | |
| n | 550 | 9.1% |
| c | 507 | 8.4% |
| i | 490 | 8.1% |
| t | 421 | 7.0% |
| 338 | 5.6% | |
| r | 331 | 5.5% |
| o | 330 | 5.5% |
| a | 261 | 4.3% |
| m | 260 | 4.3% |
| Other values (27) | 1669 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6035 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 878 | |
| n | 550 | 9.1% |
| c | 507 | 8.4% |
| i | 490 | 8.1% |
| t | 421 | 7.0% |
| 338 | 5.6% | |
| r | 331 | 5.5% |
| o | 330 | 5.5% |
| a | 261 | 4.3% |
| m | 260 | 4.3% |
| Other values (27) | 1669 |
level
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 20.1 KiB |
| Master | |
|---|---|
| Bachelor | |
| PhD |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 6.295393 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Master |
|---|---|
| 2nd row | Master |
| 3rd row | Master |
| 4th row | Master |
| 5th row | Master |
Common Values
| Value | Count | Frequency (%) |
| Master | 182 | |
| Bachelor | 134 | |
| PhD | 53 | 14.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| master | 182 | |
| bachelor | 134 | |
| phd | 53 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 316 | |
| e | 316 | |
| r | 316 | |
| h | 187 | |
| M | 182 | |
| t | 182 | |
| s | 182 | |
| B | 134 | |
| c | 134 | |
| l | 134 | |
| Other values (3) | 240 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2323 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 316 | |
| e | 316 | |
| r | 316 | |
| h | 187 | |
| M | 182 | |
| t | 182 | |
| s | 182 | |
| B | 134 | |
| c | 134 | |
| l | 134 | |
| Other values (3) | 240 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2323 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 316 | |
| e | 316 | |
| r | 316 | |
| h | 187 | |
| M | 182 | |
| t | 182 | |
| s | 182 | |
| B | 134 | |
| c | 134 | |
| l | 134 | |
| Other values (3) | 240 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2323 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 316 | |
| e | 316 | |
| r | 316 | |
| h | 187 | |
| M | 182 | |
| t | 182 | |
| s | 182 | |
| B | 134 | |
| c | 134 | |
| l | 134 | |
| Other values (3) | 240 |
duration_years
Real number (ℝ)
High correlation Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4549458 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 12 |
| Zeros (%) | 3.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.25 |
| Q1 | 0.25 |
| median | 0.5 |
| Q3 | 0.75 |
| 95-th percentile | 0.75 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.5 |
Descriptive statistics
| Standard deviation | 0.23593793 |
|---|---|
| Coefficient of variation (CV) | 0.51860669 |
| Kurtosis | -1.1195586 |
| Mean | 0.4549458 |
| Median Absolute Deviation (MAD) | 0.25 |
| Skewness | 0.2535046 |
| Sum | 167.875 |
| Variance | 0.055666709 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0.25 | 160 | |
| 0.75 | 107 | |
| 0.5 | 81 | |
| 0 | 12 | 3.3% |
| 1 | 6 | 1.6% |
| 0.375 | 3 | 0.8% |
| Value | Count | Frequency (%) |
| 0 | 12 | 3.3% |
| 0.25 | 160 | |
| 0.375 | 3 | 0.8% |
| 0.5 | 81 | |
| 0.75 | 107 | |
| 1 | 6 | 1.6% |
| Value | Count | Frequency (%) |
| 1 | 6 | 1.6% |
| 0.75 | 107 | |
| 0.5 | 81 | |
| 0.375 | 3 | 0.8% |
| 0.25 | 160 | |
| 0 | 12 | 3.3% |
tuition_usd
Real number (ℝ)
High correlation Zeros
| Distinct | 192 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.32289099 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 32 |
| Zeros (%) | 8.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.061290323 |
| median | 0.32580645 |
| Q3 | 0.53064516 |
| 95-th percentile | 0.83451613 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.46935484 |
Descriptive statistics
| Standard deviation | 0.27053653 |
|---|---|
| Coefficient of variation (CV) | 0.83785718 |
| Kurtosis | -0.94626868 |
| Mean | 0.32289099 |
| Median Absolute Deviation (MAD) | 0.25322581 |
| Skewness | 0.44389986 |
| Sum | 119.14677 |
| Variance | 0.073190015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 32 | 8.7% |
| 0.0564516129 | 7 | 1.9% |
| 0.5032258065 | 7 | 1.9% |
| 0.06129032258 | 7 | 1.9% |
| 0.02419354839 | 6 | 1.6% |
| 0.06451612903 | 6 | 1.6% |
| 0.5483870968 | 6 | 1.6% |
| 0.07258064516 | 5 | 1.4% |
| 0.4596774194 | 5 | 1.4% |
| 0.564516129 | 5 | 1.4% |
| Other values (182) | 283 |
| Value | Count | Frequency (%) |
| 0 | 32 | |
| 0.006451612903 | 1 | 0.3% |
| 0.008064516129 | 1 | 0.3% |
| 0.01612903226 | 1 | 0.3% |
| 0.01935483871 | 1 | 0.3% |
| 0.02225806452 | 1 | 0.3% |
| 0.02290322581 | 1 | 0.3% |
| 0.02322580645 | 1 | 0.3% |
| 0.0235483871 | 1 | 0.3% |
| 0.02419354839 | 6 | 1.6% |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 0.935483871 | 3 | |
| 0.9193548387 | 1 | 0.3% |
| 0.8935483871 | 1 | 0.3% |
| 0.8870967742 | 1 | 0.3% |
| 0.8790322581 | 1 | 0.3% |
| 0.8741935484 | 1 | 0.3% |
| 0.8709677419 | 3 | |
| 0.8629032258 | 1 | 0.3% |
| 0.8516129032 | 1 | 0.3% |
living_cost_index
Real number (ℝ)
High correlation
| Distinct | 146 |
|---|---|
| Distinct (%) | 39.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41025972 |
| Minimum | 0.0073995772 |
|---|---|
| Maximum | 0.97251586 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0.0073995772 |
|---|---|
| 5-th percentile | 0.1627907 |
| Q1 | 0.35623679 |
| median | 0.43023256 |
| Q3 | 0.4756871 |
| 95-th percentile | 0.59725159 |
| Maximum | 0.97251586 |
| Range | 0.96511628 |
| Interquartile range (IQR) | 0.11945032 |
Descriptive statistics
| Standard deviation | 0.13779887 |
|---|---|
| Coefficient of variation (CV) | 0.33588204 |
| Kurtosis | 1.8162625 |
| Mean | 0.41025972 |
| Median Absolute Deviation (MAD) | 0.05602537 |
| Skewness | 0.14096211 |
| Sum | 151.38584 |
| Variance | 0.018988529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4587737844 | 16 | 4.3% |
| 0.44397463 | 11 | 3.0% |
| 0.3974630021 | 10 | 2.7% |
| 0.4016913319 | 10 | 2.7% |
| 0.4344608879 | 10 | 2.7% |
| 0.5856236786 | 9 | 2.4% |
| 0.4302325581 | 8 | 2.2% |
| 0.38794926 | 8 | 2.2% |
| 0.4482029598 | 7 | 1.9% |
| 0.5285412262 | 7 | 1.9% |
| Other values (136) | 273 |
| Value | Count | Frequency (%) |
| 0.007399577167 | 1 | 0.3% |
| 0.0422832981 | 1 | 0.3% |
| 0.07822410148 | 1 | 0.3% |
| 0.09513742072 | 1 | 0.3% |
| 0.1067653277 | 1 | 0.3% |
| 0.1131078224 | 4 | |
| 0.1173361522 | 1 | 0.3% |
| 0.1268498943 | 1 | 0.3% |
| 0.1310782241 | 2 | |
| 0.1416490486 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 0.9725158562 | 1 | 0.3% |
| 0.9376321353 | 1 | 0.3% |
| 0.9143763214 | 1 | 0.3% |
| 0.8731501057 | 1 | 0.3% |
| 0.7632135307 | 3 | |
| 0.7124735729 | 2 | |
| 0.6627906977 | 1 | 0.3% |
| 0.6553911205 | 1 | 0.3% |
| 0.6522198732 | 1 | 0.3% |
| 0.6310782241 | 1 | 0.3% |
rent_usd
Real number (ℝ)
High correlation
| Distinct | 49 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.39554864 |
| Minimum | 0.0085106383 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0.0085106383 |
|---|---|
| 5-th percentile | 0.065531915 |
| Q1 | 0.25531915 |
| median | 0.36170213 |
| Q3 | 0.53191489 |
| 95-th percentile | 0.78723404 |
| Maximum | 1 |
| Range | 0.99148936 |
| Interquartile range (IQR) | 0.27659574 |
Descriptive statistics
| Standard deviation | 0.2202931 |
|---|---|
| Coefficient of variation (CV) | 0.55693051 |
| Kurtosis | -0.26656051 |
| Mean | 0.39554864 |
| Median Absolute Deviation (MAD) | 0.12765957 |
| Skewness | 0.46724562 |
| Sum | 145.95745 |
| Variance | 0.048529052 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 0.4468085106 | 30 | 8.1% |
| 0.3191489362 | 24 | 6.5% |
| 0.3404255319 | 22 | 6.0% |
| 0.3617021277 | 20 | 5.4% |
| 0.4893617021 | 20 | 5.4% |
| 0.4042553191 | 18 | 4.9% |
| 0.2765957447 | 15 | 4.1% |
| 0.5319148936 | 15 | 4.1% |
| 0.7021276596 | 14 | 3.8% |
| 0.2978723404 | 12 | 3.3% |
| Other values (39) | 179 |
| Value | Count | Frequency (%) |
| 0.008510638298 | 1 | 0.3% |
| 0.01276595745 | 1 | 0.3% |
| 0.02127659574 | 1 | 0.3% |
| 0.02978723404 | 1 | 0.3% |
| 0.04255319149 | 4 | |
| 0.05531914894 | 3 | |
| 0.05957446809 | 1 | 0.3% |
| 0.06382978723 | 7 | |
| 0.06808510638 | 1 | 0.3% |
| 0.07234042553 | 2 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 3 | 0.8% |
| 0.9574468085 | 2 | 0.5% |
| 0.914893617 | 3 | 0.8% |
| 0.8723404255 | 4 | 1.1% |
| 0.829787234 | 3 | 0.8% |
| 0.7872340426 | 9 | |
| 0.7446808511 | 10 | |
| 0.7234042553 | 1 | 0.3% |
| 0.7021276596 | 14 | |
| 0.6595744681 | 10 |
visa_fee_usd
Real number (ℝ)
High correlation
| Distinct | 26 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.46752785 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.088888889 |
| Q1 | 0.22222222 |
| median | 0.31111111 |
| Q3 | 0.91111111 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.68888889 |
Descriptive statistics
| Standard deviation | 0.33639232 |
|---|---|
| Coefficient of variation (CV) | 0.71951289 |
| Kurtosis | -1.242584 |
| Mean | 0.46752785 |
| Median Absolute Deviation (MAD) | 0.15555556 |
| Skewness | 0.60531416 |
| Sum | 172.51778 |
| Variance | 0.11315979 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 0.4333333333 | 51 | |
| 0.2666666667 | 43 | |
| 1 | 38 | |
| 0.9111111111 | 34 | |
| 0.9888888889 | 31 | 8.4% |
| 0.08888888889 | 25 | 6.8% |
| 0.2222222222 | 22 | 6.0% |
| 0.1777777778 | 20 | 5.4% |
| 0.1333333333 | 13 | 3.5% |
| 0.2444444444 | 13 | 3.5% |
| Other values (16) | 79 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.5% |
| 0.07777777778 | 5 | 1.4% |
| 0.08888888889 | 25 | |
| 0.1066666667 | 4 | 1.1% |
| 0.1111111111 | 8 | 2.2% |
| 0.1311111111 | 8 | 2.2% |
| 0.1333333333 | 13 | |
| 0.1555555556 | 5 | 1.4% |
| 0.1777777778 | 20 | |
| 0.2 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 38 | |
| 0.9888888889 | 31 | |
| 0.9111111111 | 34 | |
| 0.6888888889 | 8 | 2.2% |
| 0.6444444444 | 3 | 0.8% |
| 0.5222222222 | 3 | 0.8% |
| 0.4666666667 | 1 | 0.3% |
| 0.4333333333 | 51 | |
| 0.4 | 10 | 2.7% |
| 0.3555555556 | 4 | 1.1% |
insurance_usd
Real number (ℝ)
High correlation
| Distinct | 20 |
|---|---|
| Distinct (%) | 5.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41667709 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.083076923 |
| Q1 | 0.30769231 |
| median | 0.4 |
| Q3 | 0.46153846 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.15384615 |
Descriptive statistics
| Standard deviation | 0.24106679 |
|---|---|
| Coefficient of variation (CV) | 0.57854581 |
| Kurtosis | 1.1121616 |
| Mean | 0.41667709 |
| Median Absolute Deviation (MAD) | 0.092307692 |
| Skewness | 1.0998888 |
| Sum | 153.75385 |
| Variance | 0.058113195 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0.4615384615 | 85 | |
| 0.3076923077 | 43 | |
| 0.3461538462 | 40 | |
| 1 | 37 | |
| 0.4230769231 | 32 | 8.7% |
| 0.1538461538 | 31 | 8.4% |
| 0.5384615385 | 15 | 4.1% |
| 0.3846153846 | 12 | 3.3% |
| 0.1153846154 | 10 | 2.7% |
| 0.1923076923 | 10 | 2.7% |
| Other values (10) | 54 |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.8% |
| 0.03846153846 | 4 | 1.1% |
| 0.06153846154 | 4 | 1.1% |
| 0.07692307692 | 8 | 2.2% |
| 0.09230769231 | 3 | 0.8% |
| 0.1153846154 | 10 | 2.7% |
| 0.1538461538 | 31 | |
| 0.1923076923 | 10 | 2.7% |
| 0.2307692308 | 6 | 1.6% |
| 0.2692307692 | 2 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 37 | |
| 0.7692307692 | 8 | 2.2% |
| 0.5384615385 | 15 | 4.1% |
| 0.5 | 6 | 1.6% |
| 0.4615384615 | 85 | |
| 0.4230769231 | 32 | 8.7% |
| 0.4 | 10 | 2.7% |
| 0.3846153846 | 12 | 3.3% |
| 0.3461538462 | 40 | |
| 0.3076923077 | 43 |
exchange_rate
Real number (ℝ)
High correlation
| Distinct | 43 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.016913465 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.5183921 × 10-5 |
| Q1 | 1.8268155 × 10-5 |
| median | 2.0166145 × 10-5 |
| Q3 | 8.5409557 × 10-5 |
| 95-th percentile | 0.0034555283 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 6.7141401 × 10-5 |
Descriptive statistics
| Standard deviation | 0.11163181 |
|---|---|
| Coefficient of variation (CV) | 6.6001736 |
| Kurtosis | 64.72963 |
| Mean | 0.016913465 |
| Median Absolute Deviation (MAD) | 4.9822241 × 10-6 |
| Skewness | 7.87622 |
| Sum | 6.2410687 |
| Variance | 0.012461661 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 1.518392118 × 10-5 | 69 | |
| 1.826815517 × 10-5 | 69 | |
| 2.846985221 × 10-5 | 52 | |
| 2.016614531 × 10-5 | 39 | |
| 3.250308127 × 10-5 | 28 | 7.6% |
| 0.003455528311 | 10 | 2.7% |
| 0.0001660741379 | 9 | 2.4% |
| 0.0002443662314 | 8 | 2.2% |
| 1.755640886 × 10-5 | 8 | 2.2% |
| 0.0001731916009 | 6 | 1.6% |
| Other values (33) | 71 |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.8% |
| 3.795980294 × 10-6 | 1 | 0.3% |
| 5.456721673 × 10-6 | 1 | 0.3% |
| 1.518392118 × 10-5 | 69 | |
| 1.755640886 × 10-5 | 8 | 2.2% |
| 1.826815517 × 10-5 | 69 | |
| 2.016614531 × 10-5 | 39 | |
| 2.823260344 × 10-5 | 1 | 0.3% |
| 2.846985221 × 10-5 | 52 | |
| 3.250308127 × 10-5 | 28 |
| Value | Count | Frequency (%) |
| 1 | 4 | 1.1% |
| 0.3701045199 | 3 | 0.8% |
| 0.3558695938 | 2 | 0.5% |
| 0.09370970478 | 3 | 0.8% |
| 0.02040458032 | 1 | 0.3% |
| 0.008306079381 | 4 | 1.1% |
| 0.003455528311 | 10 | |
| 0.003258611834 | 1 | 0.3% |
| 0.002594315282 | 1 | 0.3% |
| 0.002570590405 | 3 | 0.8% |
total_cost
Real number (ℝ)
High correlation
| Distinct | 352 |
|---|---|
| Distinct (%) | 95.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.21131859 |
| Minimum | 0.0024376009 |
|---|---|
| Maximum | 0.97253407 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0.0024376009 |
|---|---|
| 5-th percentile | 0.0089332921 |
| Q1 | 0.036594912 |
| median | 0.14898548 |
| Q3 | 0.33704123 |
| 95-th percentile | 0.57396917 |
| Maximum | 0.97253407 |
| Range | 0.97009647 |
| Interquartile range (IQR) | 0.30044632 |
Descriptive statistics
| Standard deviation | 0.20245103 |
|---|---|
| Coefficient of variation (CV) | 0.958037 |
| Kurtosis | 1.3741003 |
| Mean | 0.21131859 |
| Median Absolute Deviation (MAD) | 0.12454767 |
| Skewness | 1.1991818 |
| Sum | 77.976561 |
| Variance | 0.040986421 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8952861606 | 2 | 0.5% |
| 0.06574655818 | 2 | 0.5% |
| 0.2478628077 | 2 | 0.5% |
| 0.005527517424 | 2 | 0.5% |
| 0.03017818519 | 2 | 0.5% |
| 0.2567892334 | 2 | 0.5% |
| 0.4455316373 | 2 | 0.5% |
| 0.04346139321 | 2 | 0.5% |
| 0.02825557043 | 2 | 0.5% |
| 0.9347684279 | 2 | 0.5% |
| Other values (342) | 349 |
| Value | Count | Frequency (%) |
| 0.002437600851 | 1 | |
| 0.00264359529 | 2 | |
| 0.004566210046 | 1 | |
| 0.005527517424 | 2 | |
| 0.005767844268 | 1 | |
| 0.006214165551 | 1 | |
| 0.006557489614 | 1 | |
| 0.006729151646 | 1 | |
| 0.007415799773 | 1 | |
| 0.007587461805 | 1 |
| Value | Count | Frequency (%) |
| 0.9725340749 | 1 | |
| 0.9347684279 | 2 | |
| 0.8952861606 | 2 | |
| 0.8849864387 | 1 | |
| 0.8183815704 | 1 | |
| 0.7799292752 | 1 | |
| 0.7716894977 | 1 | |
| 0.7634497202 | 1 | |
| 0.7318639063 | 1 | |
| 0.7222508326 | 1 |
rank
Real number (ℝ)
High correlation
| Distinct | 55 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.99187 |
| Minimum | 1 |
|---|---|
| Maximum | 119 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 11 |
| median | 22 |
| Q3 | 38 |
| 95-th percentile | 89 |
| Maximum | 119 |
| Range | 118 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 27.21787 |
|---|---|
| Coefficient of variation (CV) | 0.93881043 |
| Kurtosis | 1.8555797 |
| Mean | 28.99187 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.644612 |
| Sum | 10698 |
| Variance | 740.81243 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22 | 69 | |
| 12 | 51 | |
| 9 | 37 | 10.0% |
| 10 | 28 | 7.6% |
| 7 | 11 | 3.0% |
| 85 | 10 | 2.7% |
| 18 | 10 | 2.7% |
| 46 | 10 | 2.7% |
| 26 | 9 | 2.4% |
| 17 | 9 | 2.4% |
| Other values (45) | 125 |
| Value | Count | Frequency (%) |
| 1 | 8 | 2.2% |
| 3 | 1 | 0.3% |
| 4 | 2 | 0.5% |
| 6 | 4 | 1.1% |
| 7 | 11 | 3.0% |
| 9 | 37 | |
| 10 | 28 | |
| 11 | 2 | 0.5% |
| 12 | 51 | |
| 13 | 3 | 0.8% |
| Value | Count | Frequency (%) |
| 119 | 2 | |
| 118 | 2 | |
| 117 | 1 | 0.3% |
| 108 | 4 | |
| 107 | 3 | |
| 102 | 3 | |
| 95 | 1 | 0.3% |
| 90 | 1 | 0.3% |
| 89 | 4 | |
| 86 | 1 | 0.3% |
cost_of_living_index
Real number (ℝ)
High correlation
| Distinct | 55 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.48750852 |
| Minimum | 0.02673147 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0.02673147 |
|---|---|
| 5-th percentile | 0.14823815 |
| Q1 | 0.37788578 |
| median | 0.52490887 |
| Q3 | 0.56257594 |
| 95-th percentile | 0.65006075 |
| Maximum | 1 |
| Range | 0.97326853 |
| Interquartile range (IQR) | 0.18469016 |
Descriptive statistics
| Standard deviation | 0.17735707 |
|---|---|
| Coefficient of variation (CV) | 0.36380301 |
| Kurtosis | 0.9000732 |
| Mean | 0.48750852 |
| Median Absolute Deviation (MAD) | 0.09963548 |
| Skewness | -0.43494929 |
| Sum | 179.89064 |
| Variance | 0.03145553 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.52490887 | 69 | |
| 0.5589307412 | 51 | |
| 0.6269744836 | 37 | 10.0% |
| 0.6245443499 | 28 | 7.6% |
| 0.6500607533 | 11 | 3.0% |
| 0.1567436209 | 10 | 2.7% |
| 0.5382746051 | 10 | 2.7% |
| 0.3317132442 | 10 | 2.7% |
| 0.4544349939 | 9 | 2.4% |
| 0.5394896719 | 9 | 2.4% |
| Other values (45) | 125 |
| Value | Count | Frequency (%) |
| 0.02673147023 | 2 | |
| 0.02916160389 | 2 | |
| 0.04495747266 | 1 | 0.3% |
| 0.09234507898 | 4 | |
| 0.09599027947 | 3 | |
| 0.1215066829 | 3 | |
| 0.1360874848 | 1 | 0.3% |
| 0.1470230863 | 1 | 0.3% |
| 0.1482381531 | 4 | |
| 0.1530984204 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 8 | 2.2% |
| 0.780072904 | 1 | 0.3% |
| 0.7035236938 | 2 | 0.5% |
| 0.695018226 | 4 | 1.1% |
| 0.6500607533 | 11 | 3.0% |
| 0.6269744836 | 37 | |
| 0.6245443499 | 28 | |
| 0.5625759417 | 2 | 0.5% |
| 0.5589307412 | 51 | |
| 0.5565006075 | 3 | 0.8% |
rent_index
Real number (ℝ)
High correlation
| Distinct | 50 |
|---|---|
| Distinct (%) | 13.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38225601 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.11574074 |
| Q1 | 0.25925926 |
| median | 0.44290123 |
| Q3 | 0.47530864 |
| 95-th percentile | 0.60648148 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.21604938 |
Descriptive statistics
| Standard deviation | 0.16624969 |
|---|---|
| Coefficient of variation (CV) | 0.43491714 |
| Kurtosis | -0.055750205 |
| Mean | 0.38225601 |
| Median Absolute Deviation (MAD) | 0.125 |
| Skewness | -0.06342065 |
| Sum | 141.05247 |
| Variance | 0.02763896 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4429012346 | 69 | |
| 0.475308642 | 51 | |
| 0.6064814815 | 37 | 10.0% |
| 0.4783950617 | 28 | 7.6% |
| 0.1697530864 | 12 | 3.3% |
| 0.3703703704 | 11 | 3.0% |
| 0.4799382716 | 10 | 2.7% |
| 0.1527777778 | 10 | 2.7% |
| 0.2669753086 | 9 | 2.4% |
| 0.2592592593 | 9 | 2.4% |
| Other values (40) | 123 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.3% |
| 0.0200617284 | 2 | |
| 0.04938271605 | 2 | |
| 0.08179012346 | 3 | |
| 0.09413580247 | 4 | |
| 0.09567901235 | 4 | |
| 0.1111111111 | 1 | 0.3% |
| 0.1157407407 | 3 | |
| 0.1172839506 | 4 | |
| 0.1203703704 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.5% |
| 0.6805555556 | 8 | 2.2% |
| 0.6157407407 | 3 | 0.8% |
| 0.6064814815 | 37 | |
| 0.587962963 | 1 | 0.3% |
| 0.5679012346 | 1 | 0.3% |
| 0.4799382716 | 10 | 2.7% |
| 0.4783950617 | 28 | |
| 0.475308642 | 51 | |
| 0.4429012346 | 69 |
cost_of_living_plus_rent_index
Real number (ℝ)
High correlation
| Distinct | 55 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51036861 |
| Minimum | 0.02507837 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0.02507837 |
|---|---|
| 5-th percentile | 0.15360502 |
| Q1 | 0.38401254 |
| median | 0.56426332 |
| Q3 | 0.61285266 |
| 95-th percentile | 0.71316614 |
| Maximum | 1 |
| Range | 0.97492163 |
| Interquartile range (IQR) | 0.22884013 |
Descriptive statistics
| Standard deviation | 0.19279463 |
|---|---|
| Coefficient of variation (CV) | 0.37775566 |
| Kurtosis | 0.19206769 |
| Mean | 0.51036861 |
| Median Absolute Deviation (MAD) | 0.084639498 |
| Skewness | -0.42558605 |
| Sum | 188.32602 |
| Variance | 0.03716977 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5642633229 | 69 | |
| 0.6034482759 | 51 | |
| 0.7131661442 | 37 | 10.0% |
| 0.6489028213 | 28 | 7.6% |
| 0.6128526646 | 11 | 3.0% |
| 0.1771159875 | 10 | 2.7% |
| 0.592476489 | 10 | 2.7% |
| 0.302507837 | 10 | 2.7% |
| 0.4294670846 | 9 | 2.4% |
| 0.4905956113 | 9 | 2.4% |
| Other values (45) | 125 |
| Value | Count | Frequency (%) |
| 0.02507836991 | 2 | |
| 0.02664576803 | 1 | 0.3% |
| 0.0407523511 | 2 | |
| 0.1018808777 | 3 | |
| 0.105015674 | 4 | |
| 0.1253918495 | 3 | |
| 0.1426332288 | 1 | 0.3% |
| 0.1536050157 | 4 | |
| 0.1551724138 | 1 | 0.3% |
| 0.1567398119 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 8 | 2.2% |
| 0.9561128527 | 2 | 0.5% |
| 0.7978056426 | 1 | 0.3% |
| 0.7131661442 | 37 | |
| 0.6692789969 | 3 | 0.8% |
| 0.6489028213 | 28 | |
| 0.6426332288 | 4 | 1.1% |
| 0.6394984326 | 1 | 0.3% |
| 0.6128526646 | 11 | 3.0% |
| 0.6034482759 | 51 |
groceries_index
Real number (ℝ)
High correlation
| Distinct | 53 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.46456551 |
| Minimum | 0.040393013 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0.040393013 |
|---|---|
| 5-th percentile | 0.16048035 |
| Q1 | 0.39519651 |
| median | 0.45633188 |
| Q3 | 0.58624454 |
| 95-th percentile | 0.65283843 |
| Maximum | 1 |
| Range | 0.95960699 |
| Interquartile range (IQR) | 0.19104803 |
Descriptive statistics
| Standard deviation | 0.1774156 |
|---|---|
| Coefficient of variation (CV) | 0.38189576 |
| Kurtosis | 0.61947729 |
| Mean | 0.46456551 |
| Median Absolute Deviation (MAD) | 0.12991266 |
| Skewness | 0.0031897507 |
| Sum | 171.42467 |
| Variance | 0.031476295 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.4301310044 | 69 | |
| 0.5862445415 | 51 | |
| 0.6277292576 | 37 | 10.0% |
| 0.6528384279 | 28 | 7.6% |
| 0.21069869 | 13 | 3.5% |
| 0.5163755459 | 11 | 3.0% |
| 0.4628820961 | 10 | 2.7% |
| 0.3951965066 | 10 | 2.7% |
| 0.4312227074 | 9 | 2.4% |
| 0.4967248908 | 9 | 2.4% |
| Other values (43) | 122 |
| Value | Count | Frequency (%) |
| 0.0403930131 | 2 | |
| 0.04912663755 | 4 | |
| 0.06877729258 | 2 | |
| 0.08951965066 | 1 | 0.3% |
| 0.1233624454 | 4 | |
| 0.1331877729 | 1 | 0.3% |
| 0.1397379913 | 3 | |
| 0.1528384279 | 1 | 0.3% |
| 0.1604803493 | 2 | |
| 0.173580786 | 3 |
| Value | Count | Frequency (%) |
| 1 | 8 | 2.2% |
| 0.7740174672 | 1 | 0.3% |
| 0.6713973799 | 4 | 1.1% |
| 0.6528384279 | 28 | |
| 0.6277292576 | 37 | |
| 0.6233624454 | 2 | 0.5% |
| 0.5938864629 | 3 | 0.8% |
| 0.5862445415 | 51 | |
| 0.5676855895 | 8 | 2.2% |
| 0.5338427948 | 2 | 0.5% |
restaurant_price_index
Real number (ℝ)
High correlation
| Distinct | 53 |
|---|---|
| Distinct (%) | 14.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.50186676 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.091448931 |
| Q1 | 0.37173397 |
| median | 0.5807601 |
| Q3 | 0.59263658 |
| 95-th percentile | 0.81353919 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.22090261 |
Descriptive statistics
| Standard deviation | 0.20725244 |
|---|---|
| Coefficient of variation (CV) | 0.41296308 |
| Kurtosis | 0.28917607 |
| Mean | 0.50186676 |
| Median Absolute Deviation (MAD) | 0.064133017 |
| Skewness | -0.68103409 |
| Sum | 185.18884 |
| Variance | 0.042953576 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5926365796 | 69 | |
| 0.580760095 | 51 | |
| 0.6460807601 | 37 | 10.0% |
| 0.5902612827 | 28 | 7.6% |
| 0.8135391924 | 11 | 3.0% |
| 0.09263657957 | 11 | 3.0% |
| 0.5748218527 | 10 | 2.7% |
| 0.1781472684 | 10 | 2.7% |
| 0.6033254157 | 9 | 2.4% |
| 0.4809976247 | 9 | 2.4% |
| Other values (43) | 124 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.3% |
| 0.008313539192 | 3 | 0.8% |
| 0.02731591449 | 2 | 0.5% |
| 0.04038004751 | 2 | 0.5% |
| 0.04156769596 | 4 | 1.1% |
| 0.06532066508 | 6 | |
| 0.09144893112 | 3 | 0.8% |
| 0.09263657957 | 11 | |
| 0.1009501188 | 1 | 0.3% |
| 0.1389548694 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 8 | 2.2% |
| 0.8788598575 | 1 | 0.3% |
| 0.8135391924 | 11 | 3.0% |
| 0.7209026128 | 4 | 1.1% |
| 0.6638954869 | 1 | 0.3% |
| 0.6555819477 | 1 | 0.3% |
| 0.6460807601 | 37 | |
| 0.6318289786 | 4 | 1.1% |
| 0.6235154394 | 3 | 0.8% |
| 0.6033254157 | 9 | 2.4% |
local_purchasing_power_index
Real number (ℝ)
High correlation
| Distinct | 54 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56841991 |
| Minimum | 0.048279689 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0.048279689 |
|---|---|
| 5-th percentile | 0.2136515 |
| Q1 | 0.49833518 |
| median | 0.62652608 |
| Q3 | 0.68035516 |
| 95-th percentile | 0.77691454 |
| Maximum | 1 |
| Range | 0.95172031 |
| Interquartile range (IQR) | 0.18201998 |
Descriptive statistics
| Standard deviation | 0.17459428 |
|---|---|
| Coefficient of variation (CV) | 0.30715722 |
| Kurtosis | 0.42962214 |
| Mean | 0.56841991 |
| Median Absolute Deviation (MAD) | 0.067702553 |
| Skewness | -0.90165344 |
| Sum | 209.74695 |
| Variance | 0.030483163 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6265260821 | 69 | |
| 0.5627081021 | 51 | |
| 0.7769145394 | 37 | 10.0% |
| 0.6942286349 | 28 | 7.6% |
| 0.6931187569 | 11 | 3.0% |
| 0.6803551609 | 10 | 2.7% |
| 0.6365149834 | 10 | 2.7% |
| 0.5554938957 | 10 | 2.7% |
| 0.3940066593 | 10 | 2.7% |
| 0.4217536071 | 9 | 2.4% |
| Other values (44) | 124 |
| Value | Count | Frequency (%) |
| 0.04827968923 | 1 | 0.3% |
| 0.08934517203 | 1 | 0.3% |
| 0.09822419534 | 2 | 0.5% |
| 0.128190899 | 2 | 0.5% |
| 0.1315205327 | 4 | |
| 0.1631520533 | 3 | |
| 0.1709211987 | 1 | 0.3% |
| 0.1742508324 | 3 | |
| 0.1803551609 | 1 | 0.3% |
| 0.2136514983 | 6 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.3% |
| 0.885127636 | 1 | 0.3% |
| 0.8679245283 | 8 | 2.2% |
| 0.7769145394 | 37 | |
| 0.7358490566 | 4 | 1.1% |
| 0.6942286349 | 28 | |
| 0.6931187569 | 11 | 3.0% |
| 0.6803551609 | 10 | 2.7% |
| 0.6675915649 | 4 | 1.1% |
| 0.6587125416 | 3 | 0.8% |
no_of_indian_students
Real number (ℝ)
High correlation Missing
| Distinct | 35 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 53 |
| Missing (%) | 14.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23125956 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.00040532314 |
| Q1 | 0.0060210828 |
| median | 0.10073712 |
| Q3 | 0.30134947 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.29532839 |
Descriptive statistics
| Standard deviation | 0.30979917 |
|---|---|
| Coefficient of variation (CV) | 1.3396167 |
| Kurtosis | 1.6334641 |
| Mean | 0.23125956 |
| Median Absolute Deviation (MAD) | 0.098633654 |
| Skewness | 1.6605288 |
| Sum | 73.078021 |
| Variance | 0.095975528 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 0.1007371155 | 69 | |
| 0.3013494699 | 51 | |
| 1 | 37 | |
| 0.4031232484 | 28 | 7.6% |
| 0.001645401014 | 11 | 3.0% |
| 0.006021082831 | 10 | 2.7% |
| 0.1006105462 | 10 | 2.7% |
| 0.005291802528 | 10 | 2.7% |
| 0.007003501751 | 9 | 2.4% |
| 0.002676036814 | 8 | 2.2% |
| Other values (25) | 73 | |
| (Missing) | 53 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 6.027109941 × 10-6 | 2 | 0.5% |
| 4.218976958 × 10-5 | 5 | |
| 5.424398946 × 10-5 | 1 | 0.3% |
| 0.000102460869 | 3 | |
| 0.0002109488479 | 2 | 0.5% |
| 0.0004701145754 | 1 | 0.3% |
| 0.0005966838841 | 2 | 0.5% |
| 0.0006569549835 | 2 | 0.5% |
| 0.001199394878 | 3 |
| Value | Count | Frequency (%) |
| 1 | 37 | |
| 0.4031232484 | 28 | |
| 0.3013494699 | 51 | |
| 0.192861491 | 3 | 0.8% |
| 0.1627259413 | 1 | 0.3% |
| 0.1007371155 | 69 | |
| 0.1006105462 | 10 | 2.7% |
| 0.03012952259 | 8 | 2.2% |
| 0.01506174774 | 3 | 0.8% |
| 0.01409741015 | 4 | 1.1% |
percentage
Real number (ℝ)
High correlation Missing
| Distinct | 35 |
|---|---|
| Distinct (%) | 11.1% |
| Missing | 53 |
| Missing (%) | 14.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.23125956 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.00040532314 |
| Q1 | 0.0060210828 |
| median | 0.10073712 |
| Q3 | 0.30134947 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.29532839 |
Descriptive statistics
| Standard deviation | 0.30979917 |
|---|---|
| Coefficient of variation (CV) | 1.3396167 |
| Kurtosis | 1.6334641 |
| Mean | 0.23125956 |
| Median Absolute Deviation (MAD) | 0.098633654 |
| Skewness | 1.6605288 |
| Sum | 73.078021 |
| Variance | 0.095975528 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=35)
| Value | Count | Frequency (%) |
| 0.1007371155 | 69 | |
| 0.3013494699 | 51 | |
| 1 | 37 | |
| 0.4031232484 | 28 | 7.6% |
| 0.001645401014 | 11 | 3.0% |
| 0.006021082831 | 10 | 2.7% |
| 0.1006105462 | 10 | 2.7% |
| 0.005291802528 | 10 | 2.7% |
| 0.007003501751 | 9 | 2.4% |
| 0.002676036814 | 8 | 2.2% |
| Other values (25) | 73 | |
| (Missing) | 53 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 6.027109941 × 10-6 | 2 | 0.5% |
| 4.218976958 × 10-5 | 5 | |
| 5.424398946 × 10-5 | 1 | 0.3% |
| 0.000102460869 | 3 | |
| 0.0002109488479 | 2 | 0.5% |
| 0.0004701145754 | 1 | 0.3% |
| 0.0005966838841 | 2 | 0.5% |
| 0.0006569549835 | 2 | 0.5% |
| 0.001199394878 | 3 |
| Value | Count | Frequency (%) |
| 1 | 37 | |
| 0.4031232484 | 28 | |
| 0.3013494699 | 51 | |
| 0.192861491 | 3 | 0.8% |
| 0.1627259413 | 1 | 0.3% |
| 0.1007371155 | 69 | |
| 0.1006105462 | 10 | 2.7% |
| 0.03012952259 | 8 | 2.2% |
| 0.01506174774 | 3 | 0.8% |
| 0.01409741015 | 4 | 1.1% |
country_encoded
Real number (ℝ)
High correlation Missing
| Distinct | 37 |
|---|---|
| Distinct (%) | 11.7% |
| Missing | 53 |
| Missing (%) | 14.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.80165925 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3 |
| Zeros (%) | 0.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.28378378 |
| Q1 | 0.63513514 |
| median | 0.93243243 |
| Q3 | 0.97297297 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.33783784 |
Descriptive statistics
| Standard deviation | 0.24939208 |
|---|---|
| Coefficient of variation (CV) | 0.31109487 |
| Kurtosis | 1.0304216 |
| Mean | 0.80165925 |
| Median Absolute Deviation (MAD) | 0.054054054 |
| Skewness | -1.3941842 |
| Sum | 253.32432 |
| Variance | 0.06219641 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 0.9324324324 | 69 | |
| 0.972972973 | 51 | |
| 1 | 37 | |
| 0.9864864865 | 28 | 7.6% |
| 0.4324324324 | 11 | 3.0% |
| 0.5945945946 | 10 | 2.7% |
| 0.9189189189 | 10 | 2.7% |
| 0.6891891892 | 9 | 2.4% |
| 0.6351351351 | 9 | 2.4% |
| 0.5135135135 | 8 | 2.2% |
| Other values (27) | 74 | |
| (Missing) | 53 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.05405405405 | 2 | 0.5% |
| 0.1081081081 | 5 | |
| 0.1351351351 | 1 | 0.3% |
| 0.1891891892 | 3 | |
| 0.2432432432 | 2 | 0.5% |
| 0.2972972973 | 1 | 0.3% |
| 0.3108108108 | 2 | 0.5% |
| 0.3243243243 | 2 | 0.5% |
| 0.3918918919 | 3 |
| Value | Count | Frequency (%) |
| 1 | 37 | |
| 0.9864864865 | 28 | |
| 0.972972973 | 51 | |
| 0.9594594595 | 3 | 0.8% |
| 0.9459459459 | 1 | 0.3% |
| 0.9324324324 | 69 | |
| 0.9189189189 | 10 | 2.7% |
| 0.8513513514 | 8 | 2.2% |
| 0.8108108108 | 3 | 0.8% |
| 0.7837837838 | 4 | 1.1% |
rank_2025
Text
| Distinct | 166 |
|---|---|
| Distinct (%) | 45.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 19.1 KiB |
Length
| Max length | 9 |
|---|---|
| Median length | 3 |
| Mean length | 3.5880759 |
| Min length | 1 |
Unique
| Unique | 75 ? |
|---|---|
| Unique (%) | 20.3% |
Sample
| 1st row | 4 |
|---|---|
| 2nd row | 2 |
| 3rd row | 25 |
| 4th row | 28 |
| 5th row | 55 |
| Value | Count | Frequency (%) |
| 1201-1400 | 11 | 3.0% |
| 951-1000 | 10 | 2.7% |
| 1001-1200 | 7 | 1.9% |
| 167 | 6 | 1.6% |
| 76 | 6 | 1.6% |
| 6 | 5 | 1.4% |
| 80 | 5 | 1.4% |
| 1401 | 5 | 1.4% |
| 535 | 5 | 1.4% |
| 661-670 | 5 | 1.4% |
| Other values (156) | 304 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 262 | |
| 0 | 205 | |
| 5 | 130 | |
| 2 | 125 | |
| 6 | 111 | |
| 4 | 92 | 6.9% |
| 7 | 88 | 6.6% |
| 3 | 86 | 6.5% |
| 8 | 76 | 5.7% |
| 9 | 75 | 5.7% |
| Other values (2) | 74 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1324 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 262 | |
| 0 | 205 | |
| 5 | 130 | |
| 2 | 125 | |
| 6 | 111 | |
| 4 | 92 | 6.9% |
| 7 | 88 | 6.6% |
| 3 | 86 | 6.5% |
| 8 | 76 | 5.7% |
| 9 | 75 | 5.7% |
| Other values (2) | 74 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1324 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 262 | |
| 0 | 205 | |
| 5 | 130 | |
| 2 | 125 | |
| 6 | 111 | |
| 4 | 92 | 6.9% |
| 7 | 88 | 6.6% |
| 3 | 86 | 6.5% |
| 8 | 76 | 5.7% |
| 9 | 75 | 5.7% |
| Other values (2) | 74 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1324 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 262 | |
| 0 | 205 | |
| 5 | 130 | |
| 2 | 125 | |
| 6 | 111 | |
| 4 | 92 | 6.9% |
| 7 | 88 | 6.6% |
| 3 | 86 | 6.5% |
| 8 | 76 | 5.7% |
| 9 | 75 | 5.7% |
| Other values (2) | 74 | 5.6% |
overall_score
Real number (ℝ)
High correlation Missing
| Distinct | 142 |
|---|---|
| Distinct (%) | 48.1% |
| Missing | 74 |
| Missing (%) | 20.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41261342 |
| Minimum | 0 |
|---|---|
| Maximum | 0.98106061 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.026136364 |
| Q1 | 0.20517677 |
| median | 0.38510101 |
| Q3 | 0.55997475 |
| 95-th percentile | 0.95075758 |
| Maximum | 0.98106061 |
| Range | 0.98106061 |
| Interquartile range (IQR) | 0.35479798 |
Descriptive statistics
| Standard deviation | 0.26520768 |
|---|---|
| Coefficient of variation (CV) | 0.64275097 |
| Kurtosis | -0.68277875 |
| Mean | 0.41261342 |
| Median Absolute Deviation (MAD) | 0.17676768 |
| Skewness | 0.416198 |
| Sum | 121.72096 |
| Variance | 0.070335112 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5618686869 | 6 | 1.6% |
| 0.3724747475 | 6 | 1.6% |
| 0.2436868687 | 5 | 1.4% |
| 0.625 | 5 | 1.4% |
| 0.9507575758 | 5 | 1.4% |
| 0.2045454545 | 5 | 1.4% |
| 0.5467171717 | 5 | 1.4% |
| 0.02651515152 | 5 | 1.4% |
| 0.5580808081 | 4 | 1.1% |
| 0.4898989899 | 4 | 1.1% |
| Other values (132) | 245 | |
| (Missing) | 74 | 20.1% |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.3% |
| 0.001262626263 | 1 | 0.3% |
| 0.005050505051 | 2 | |
| 0.008838383838 | 1 | 0.3% |
| 0.01262626263 | 1 | 0.3% |
| 0.01388888889 | 2 | |
| 0.01893939394 | 1 | 0.3% |
| 0.02146464646 | 1 | 0.3% |
| 0.02272727273 | 3 | |
| 0.02525252525 | 2 |
| Value | Count | Frequency (%) |
| 0.9810606061 | 3 | |
| 0.9608585859 | 4 | |
| 0.9595959596 | 2 | 0.5% |
| 0.9583333333 | 3 | |
| 0.9507575758 | 5 | |
| 0.8775252525 | 2 | 0.5% |
| 0.8547979798 | 1 | 0.3% |
| 0.8472222222 | 1 | 0.3% |
| 0.8295454545 | 2 | 0.5% |
| 0.8257575758 | 3 |
Interactions
Correlations
| cost_of_living_index | cost_of_living_plus_rent_index | country_encoded | duration_years | exchange_rate | groceries_index | insurance_usd | level | living_cost_index | local_purchasing_power_index | no_of_indian_students | overall_score | percentage | program | rank | rent_index | rent_usd | restaurant_price_index | total_cost | tuition_usd | visa_fee_usd | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| cost_of_living_index | 1.000 | 0.956 | 0.546 | 0.033 | -0.196 | 0.948 | 0.570 | 0.166 | 0.645 | 0.719 | 0.547 | 0.215 | 0.547 | 0.155 | -1.000 | 0.848 | 0.780 | 0.771 | 0.445 | 0.438 | 0.270 |
| cost_of_living_plus_rent_index | 0.956 | 1.000 | 0.678 | 0.069 | -0.260 | 0.917 | 0.628 | 0.172 | 0.638 | 0.743 | 0.679 | 0.270 | 0.679 | 0.163 | -0.956 | 0.948 | 0.822 | 0.786 | 0.583 | 0.576 | 0.334 |
| country_encoded | 0.546 | 0.678 | 1.000 | 0.163 | -0.132 | 0.625 | 0.415 | 0.112 | 0.219 | 0.452 | 1.000 | 0.268 | 1.000 | 0.244 | -0.546 | 0.788 | 0.617 | 0.298 | 0.835 | 0.851 | 0.359 |
| duration_years | 0.033 | 0.069 | 0.163 | 1.000 | 0.049 | 0.039 | 0.063 | 0.775 | -0.007 | 0.045 | 0.163 | 0.028 | 0.163 | 0.000 | -0.033 | 0.098 | 0.043 | 0.017 | 0.429 | 0.115 | 0.085 |
| exchange_rate | -0.196 | -0.260 | -0.132 | 0.049 | 1.000 | -0.123 | -0.536 | 0.032 | -0.477 | -0.289 | -0.133 | -0.179 | -0.133 | 0.000 | 0.196 | -0.341 | -0.379 | -0.531 | -0.235 | -0.244 | -0.365 |
| groceries_index | 0.948 | 0.917 | 0.625 | 0.039 | -0.123 | 1.000 | 0.504 | 0.130 | 0.597 | 0.692 | 0.625 | 0.177 | 0.625 | 0.082 | -0.948 | 0.839 | 0.761 | 0.662 | 0.460 | 0.454 | 0.256 |
| insurance_usd | 0.570 | 0.628 | 0.415 | 0.063 | -0.536 | 0.504 | 1.000 | 0.082 | 0.723 | 0.662 | 0.415 | 0.318 | 0.415 | 0.262 | -0.570 | 0.638 | 0.666 | 0.708 | 0.457 | 0.455 | 0.366 |
| level | 0.166 | 0.172 | 0.112 | 0.775 | 0.032 | 0.130 | 0.082 | 1.000 | 0.110 | 0.162 | 0.187 | 0.141 | 0.187 | 0.307 | 0.156 | 0.178 | 0.075 | 0.160 | 0.396 | 0.233 | 0.172 |
| living_cost_index | 0.645 | 0.638 | 0.219 | -0.007 | -0.477 | 0.597 | 0.723 | 0.110 | 1.000 | 0.692 | 0.219 | 0.424 | 0.219 | 0.000 | -0.645 | 0.587 | 0.827 | 0.731 | 0.276 | 0.285 | 0.256 |
| local_purchasing_power_index | 0.719 | 0.743 | 0.452 | 0.045 | -0.289 | 0.692 | 0.662 | 0.162 | 0.692 | 1.000 | 0.452 | 0.279 | 0.452 | 0.070 | -0.719 | 0.702 | 0.666 | 0.727 | 0.396 | 0.412 | 0.398 |
| no_of_indian_students | 0.547 | 0.679 | 1.000 | 0.163 | -0.133 | 0.625 | 0.415 | 0.187 | 0.219 | 0.452 | 1.000 | 0.268 | 1.000 | 0.057 | -0.547 | 0.788 | 0.617 | 0.299 | 0.835 | 0.851 | 0.359 |
| overall_score | 0.215 | 0.270 | 0.268 | 0.028 | -0.179 | 0.177 | 0.318 | 0.141 | 0.424 | 0.279 | 0.268 | 1.000 | 0.268 | 0.122 | -0.215 | 0.281 | 0.581 | 0.300 | 0.375 | 0.455 | 0.153 |
| percentage | 0.547 | 0.679 | 1.000 | 0.163 | -0.133 | 0.625 | 0.415 | 0.187 | 0.219 | 0.452 | 1.000 | 0.268 | 1.000 | 0.057 | -0.547 | 0.788 | 0.617 | 0.299 | 0.835 | 0.851 | 0.359 |
| program | 0.155 | 0.163 | 0.244 | 0.000 | 0.000 | 0.082 | 0.262 | 0.307 | 0.000 | 0.070 | 0.057 | 0.122 | 0.057 | 1.000 | 0.060 | 0.166 | 0.116 | 0.287 | 0.000 | 0.186 | 0.317 |
| rank | -1.000 | -0.956 | -0.546 | -0.033 | 0.196 | -0.948 | -0.570 | 0.156 | -0.645 | -0.719 | -0.547 | -0.215 | -0.547 | 0.060 | 1.000 | -0.848 | -0.780 | -0.771 | -0.445 | -0.438 | -0.270 |
| rent_index | 0.848 | 0.948 | 0.788 | 0.098 | -0.341 | 0.839 | 0.638 | 0.178 | 0.587 | 0.702 | 0.788 | 0.281 | 0.788 | 0.166 | -0.848 | 1.000 | 0.794 | 0.691 | 0.668 | 0.659 | 0.340 |
| rent_usd | 0.780 | 0.822 | 0.617 | 0.043 | -0.379 | 0.761 | 0.666 | 0.075 | 0.827 | 0.666 | 0.617 | 0.581 | 0.617 | 0.116 | -0.780 | 0.794 | 1.000 | 0.726 | 0.592 | 0.610 | 0.375 |
| restaurant_price_index | 0.771 | 0.786 | 0.298 | 0.017 | -0.531 | 0.662 | 0.708 | 0.160 | 0.731 | 0.727 | 0.299 | 0.300 | 0.299 | 0.287 | -0.771 | 0.691 | 0.726 | 1.000 | 0.368 | 0.373 | 0.461 |
| total_cost | 0.445 | 0.583 | 0.835 | 0.429 | -0.235 | 0.460 | 0.457 | 0.396 | 0.276 | 0.396 | 0.835 | 0.375 | 0.835 | 0.000 | -0.445 | 0.668 | 0.592 | 0.368 | 1.000 | 0.923 | 0.508 |
| tuition_usd | 0.438 | 0.576 | 0.851 | 0.115 | -0.244 | 0.454 | 0.455 | 0.233 | 0.285 | 0.412 | 0.851 | 0.455 | 0.851 | 0.186 | -0.438 | 0.659 | 0.610 | 0.373 | 0.923 | 1.000 | 0.502 |
| visa_fee_usd | 0.270 | 0.334 | 0.359 | 0.085 | -0.365 | 0.256 | 0.366 | 0.172 | 0.256 | 0.398 | 0.359 | 0.153 | 0.359 | 0.317 | -0.270 | 0.340 | 0.375 | 0.461 | 0.508 | 0.502 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| country | city | university | program | level | duration_years | tuition_usd | living_cost_index | rent_usd | visa_fee_usd | insurance_usd | exchange_rate | total_cost | rank | cost_of_living_index | rent_index | cost_of_living_plus_rent_index | groceries_index | restaurant_price_index | local_purchasing_power_index | no_of_indian_students | percentage | country_encoded | rank_2025 | overall_score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | United States | Cambridge | Harvard University | Computer Science | Master | 0.250 | 0.893548 | 0.588795 | 0.872340 | 0.266667 | 1.000000 | 0.000020 | 0.398153 | 9.0 | 0.626974 | 0.606481 | 0.713166 | 0.627729 | 0.646081 | 0.776915 | 1.000000 | 1.000000 | 1.000000 | 4 | 0.959596 |
| 1 | United Kingdom | London | Imperial College London | Data Science | Master | 0.000 | 0.664516 | 0.507400 | 0.702128 | 0.988889 | 0.461538 | 0.000015 | 0.148985 | 22.0 | 0.524909 | 0.442901 | 0.564263 | 0.430131 | 0.592637 | 0.626526 | 0.100737 | 0.100737 | 0.932432 | 2 | 0.981061 |
| 2 | Canada | Toronto | University of Toronto | Business Analytics | Master | 0.250 | 0.620968 | 0.472516 | 0.617021 | 0.433333 | 0.538462 | 0.000028 | 0.276187 | 12.0 | 0.558931 | 0.475309 | 0.603448 | 0.586245 | 0.580760 | 0.562708 | 0.301349 | 0.301349 | 0.972973 | 25 | 0.799242 |
| 3 | Germany | Munich | Technical University of Munich | Mechanical Engineering | Master | 0.250 | 0.008065 | 0.451374 | 0.404255 | 0.077778 | 0.269231 | 0.000018 | 0.010077 | 21.0 | 0.527339 | 0.339506 | 0.515674 | 0.472707 | 0.475059 | 0.654273 | 0.010330 | 0.010330 | 0.743243 | 28 | 0.787879 |
| 4 | Netherlands | Amsterdam | University of Amsterdam | Artificial Intelligence | Master | 0.000 | 0.254839 | 0.479915 | 0.574468 | 0.311111 | 0.400000 | 0.000018 | 0.059429 | 18.0 | 0.538275 | 0.479938 | 0.592476 | 0.462882 | 0.574822 | 0.680355 | NaN | NaN | NaN | 55 | 0.667929 |
| 5 | France | Paris | Sorbonne University | International Relations | Master | 0.250 | 0.072581 | 0.494715 | 0.531915 | 0.131111 | 0.346154 | 0.000018 | 0.040028 | 15.0 | 0.545565 | 0.287037 | 0.503135 | 0.567686 | 0.516627 | 0.555494 | 0.030130 | 0.030130 | 0.851351 | 63 | 0.625000 |
| 6 | Denmark | Copenhagen | University of Copenhagen | Bioinformatics | Master | 0.250 | 0.000000 | 0.482030 | 0.489362 | 0.177778 | 0.192308 | 0.000161 | 0.007828 | 7.0 | 0.650061 | 0.370370 | 0.612853 | 0.516376 | 0.813539 | 0.693119 | 0.001645 | 0.001645 | 0.432432 | 100 | 0.489899 |
| 7 | China | Beijing | Tsinghua University | Computer Engineering | Master | 0.375 | 0.143548 | 0.258985 | 0.276596 | 0.222222 | 0.153846 | 0.000167 | 0.082054 | 85.0 | 0.156744 | 0.152778 | 0.177116 | 0.210699 | 0.092637 | 0.394007 | 0.100611 | 0.100611 | 0.918919 | 20 | 0.829545 |
| 8 | Austria | Vienna | University of Vienna | Social Sciences | Bachelor | 0.500 | 0.024194 | 0.418605 | 0.340426 | 0.266667 | 0.230769 | 0.000018 | 0.024445 | 11.0 | 0.562576 | 0.310185 | 0.526646 | 0.533843 | 0.552257 | 0.555494 | 0.001802 | 0.001802 | 0.445946 | 137 | 0.417929 |
| 9 | Belgium | Brussels | KU Leuven | Biomedical Sciences | Bachelor | 0.500 | 0.056452 | 0.434461 | 0.361702 | 0.311111 | 0.269231 | 0.000018 | 0.045799 | 23.0 | 0.513973 | 0.273148 | 0.474922 | 0.436681 | 0.631829 | 0.596559 | 0.003610 | 0.003610 | 0.554054 | 63 | 0.625000 |
| country | city | university | program | level | duration_years | tuition_usd | living_cost_index | rent_usd | visa_fee_usd | insurance_usd | exchange_rate | total_cost | rank | cost_of_living_index | rent_index | cost_of_living_plus_rent_index | groceries_index | restaurant_price_index | local_purchasing_power_index | no_of_indian_students | percentage | country_encoded | rank_2025 | overall_score | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 359 | Saudi Arabia | Tabuk | University of Tabuk | Computer Engineering | Bachelor | 0.75 | 0.066129 | 0.374207 | 0.182979 | 0.355556 | 0.461538 | 0.000085 | 0.064648 | 48.0 | 0.321993 | 0.137346 | 0.280564 | 0.263100 | 0.214964 | 0.735849 | 0.005117 | 0.005117 | 0.581081 | 1001-1200 | NaN |
| 360 | United States | Chicago | University of Chicago | Artificial Intelligence | Master | 0.25 | 0.935484 | 0.595137 | 0.744681 | 0.266667 | 1.000000 | 0.000020 | 0.413946 | 9.0 | 0.626974 | 0.606481 | 0.713166 | 0.627729 | 0.646081 | 0.776915 | 1.000000 | 1.000000 | 1.000000 | 21 | 0.825758 |
| 361 | United Kingdom | Glasgow | University of Glasgow | Data Engineering | PhD | 0.75 | 0.548387 | 0.387949 | 0.340426 | 0.988889 | 0.461538 | 0.000015 | 0.481323 | 22.0 | 0.524909 | 0.442901 | 0.564263 | 0.430131 | 0.592637 | 0.626526 | 0.100737 | 0.100737 | 0.932432 | 78 | 0.558081 |
| 362 | Spain | Salamanca | University of Salamanca | Information Systems | Master | 0.25 | 0.050000 | 0.362579 | 0.191489 | 0.088889 | 0.423077 | 0.000018 | 0.025200 | 40.0 | 0.346294 | 0.316358 | 0.384013 | 0.311135 | 0.371734 | 0.498335 | NaN | NaN | NaN | 539 | 0.025253 |
| 363 | Italy | Pisa | University of Pisa | Software Development | Master | 0.25 | 0.053226 | 0.434461 | 0.297872 | 0.177778 | 0.384615 | 0.000018 | 0.028256 | 26.0 | 0.454435 | 0.259259 | 0.429467 | 0.431223 | 0.480998 | 0.421754 | 0.007004 | 0.007004 | 0.689189 | 382 | 0.125000 |
| 364 | United States | San Francisco | Stanford University | Data Science | Master | 0.25 | 0.887097 | 0.712474 | 0.957447 | 0.266667 | 1.000000 | 0.000020 | 0.396780 | 9.0 | 0.626974 | 0.606481 | 0.713166 | 0.627729 | 0.646081 | 0.776915 | 1.000000 | 1.000000 | 1.000000 | 6 | 0.950758 |
| 365 | United Kingdom | Leeds | University of Leeds | Computer Engineering | Master | 0.25 | 0.564516 | 0.374207 | 0.319149 | 0.988889 | 0.461538 | 0.000015 | 0.247863 | 22.0 | 0.524909 | 0.442901 | 0.564263 | 0.430131 | 0.592637 | 0.626526 | 0.100737 | 0.100737 | 0.932432 | 82 | 0.542929 |
| 366 | Saudi Arabia | Al-Ahsa | King Faisal University | Information Systems | Master | 0.25 | 0.067742 | 0.384778 | 0.191489 | 0.355556 | 0.461538 | 0.000085 | 0.033337 | 48.0 | 0.321993 | 0.137346 | 0.280564 | 0.263100 | 0.214964 | 0.735849 | 0.005117 | 0.005117 | 0.581081 | 761-770 | NaN |
| 367 | United States | Seattle | University of Washington | Software Development | PhD | 1.00 | 0.806452 | 0.528541 | 0.787234 | 0.266667 | 1.000000 | 0.000020 | 0.895286 | 9.0 | 0.626974 | 0.606481 | 0.713166 | 0.627729 | 0.646081 | 0.776915 | 1.000000 | 1.000000 | 1.000000 | 76 | 0.561869 |
| 368 | United Kingdom | Nottingham | University of Nottingham | Data Engineering | Master | 0.25 | 0.548387 | 0.353066 | 0.276596 | 0.988889 | 0.461538 | 0.000015 | 0.240310 | 22.0 | 0.524909 | 0.442901 | 0.564263 | 0.430131 | 0.592637 | 0.626526 | 0.100737 | 0.100737 | 0.932432 | 108 | 0.476010 |